Pandas Profiling Report

Dataset statistics

Number of variables	44
Number of observations	62660
Missing cells	523797
Missing cells (%)	19.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	21.0 MiB
Average record size in memory	352.0 B

Variable types

NUM	19
CAT	15
BOOL	9
UNSUPPORTED	1

Warnings

`CountryName` has a high cardinality: 185 distinct values	High cardinality
`CountryCode` has a high cardinality: 185 distinct values	High cardinality
`RegionName` has a high cardinality: 56 distinct values	High cardinality
`RegionCode` has a high cardinality: 56 distinct values	High cardinality
`StringencyIndex` is highly correlated with `C3_Cancel public events` and 7 other fields	High correlation
`C3_Cancel public events` is highly correlated with `StringencyIndex` and 1 other fields	High correlation
`StringencyIndexForDisplay` is highly correlated with `C3_Cancel public events` and 7 other fields	High correlation
`StringencyLegacyIndex` is highly correlated with `StringencyIndex` and 6 other fields	High correlation
`StringencyLegacyIndexForDisplay` is highly correlated with `StringencyIndex` and 6 other fields	High correlation
`GovernmentResponseIndex` is highly correlated with `StringencyIndex` and 6 other fields	High correlation
`GovernmentResponseIndexForDisplay` is highly correlated with `StringencyIndex` and 6 other fields	High correlation
`ContainmentHealthIndex` is highly correlated with `StringencyIndex` and 6 other fields	High correlation
`ContainmentHealthIndexForDisplay` is highly correlated with `StringencyIndex` and 6 other fields	High correlation
`EconomicSupportIndex` is highly correlated with `E2_Debt/contract relief` and 1 other fields	High correlation
`E2_Debt/contract relief` is highly correlated with `EconomicSupportIndex` and 1 other fields	High correlation
`EconomicSupportIndexForDisplay` is highly correlated with `E2_Debt/contract relief` and 1 other fields	High correlation
`RegionCode` is highly correlated with `RegionName`	High correlation
`RegionName` is highly correlated with `RegionCode`	High correlation
`RegionName` has 48100 (76.8%) missing values	Missing
`RegionCode` has 48100 (76.8%) missing values	Missing
`C1_School closing` has 1811 (2.9%) missing values	Missing
`C1_Flag` has 23326 (37.2%) missing values	Missing
`C2_Workplace closing` has 1874 (3.0%) missing values	Missing
`C2_Flag` has 25378 (40.5%) missing values	Missing
`C3_Cancel public events` has 1829 (2.9%) missing values	Missing
`C3_Flag` has 22289 (35.6%) missing values	Missing
`C4_Restrictions on gatherings` has 1819 (2.9%) missing values	Missing
`C4_Flag` has 25218 (40.2%) missing values	Missing
`C5_Close public transport` has 1790 (2.9%) missing values	Missing
`C5_Flag` has 39037 (62.3%) missing values	Missing
`C6_Stay at home requirements` has 1852 (3.0%) missing values	Missing
`C6_Flag` has 29563 (47.2%) missing values	Missing
`C7_Restrictions on internal movement` has 1809 (2.9%) missing values	Missing
`C7_Flag` has 30075 (48.0%) missing values	Missing
`C8_International travel controls` has 1844 (2.9%) missing values	Missing
`E1_Income support` has 2206 (3.5%) missing values	Missing
`E1_Flag` has 31700 (50.6%) missing values	Missing
`E2_Debt/contract relief` has 3116 (5.0%) missing values	Missing
`E3_Fiscal measures` has 13502 (21.5%) missing values	Missing
`E4_International support` has 13314 (21.2%) missing values	Missing
`H1_Public information campaigns` has 2148 (3.4%) missing values	Missing
`H1_Flag` has 13103 (20.9%) missing values	Missing
`H2_Testing policy` has 2355 (3.8%) missing values	Missing
`H3_Contact tracing` has 2355 (3.8%) missing values	Missing
`H4_Emergency investment in healthcare` has 14029 (22.4%) missing values	Missing
`H5_Investment in vaccines` has 13601 (21.7%) missing values	Missing
`M1_Wildcard` has 62660 (100.0%) missing values	Missing
`ConfirmedCases` has 12608 (20.1%) missing values	Missing
`ConfirmedDeaths` has 12734 (20.3%) missing values	Missing
`StringencyIndex` has 1889 (3.0%) missing values	Missing
`StringencyIndexForDisplay` has 902 (1.4%) missing values	Missing
`StringencyLegacyIndex` has 1889 (3.0%) missing values	Missing
`StringencyLegacyIndexForDisplay` has 902 (1.4%) missing values	Missing
`GovernmentResponseIndex` has 2516 (4.0%) missing values	Missing
`GovernmentResponseIndexForDisplay` has 1527 (2.4%) missing values	Missing
`ContainmentHealthIndex` has 2340 (3.7%) missing values	Missing
`ContainmentHealthIndexForDisplay` has 1359 (2.2%) missing values	Missing
`EconomicSupportIndex` has 3143 (5.0%) missing values	Missing
`EconomicSupportIndexForDisplay` has 2185 (3.5%) missing values	Missing
`E3_Fiscal measures` is highly skewed (γ1 = 111.0973872)	Skewed
`E4_International support` is highly skewed (γ1 = 221.5222898)	Skewed
`H4_Emergency investment in healthcare` is highly skewed (γ1 = 161.0341444)	Skewed
`H5_Investment in vaccines` is highly skewed (γ1 = 89.92087778)	Skewed
`RegionName` is uniformly distributed	Uniform
`RegionCode` is uniformly distributed	Uniform
`M1_Wildcard` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`C4_Restrictions on gatherings` has 23399 (37.3%) zeros	Zeros
`C8_International travel controls` has 12544 (20.0%) zeros	Zeros
`E3_Fiscal measures` has 48575 (77.5%) zeros	Zeros
`E4_International support` has 49258 (78.6%) zeros	Zeros
`H4_Emergency investment in healthcare` has 48214 (76.9%) zeros	Zeros
`H5_Investment in vaccines` has 48927 (78.1%) zeros	Zeros
`ConfirmedCases` has 5015 (8.0%) zeros	Zeros
`ConfirmedDeaths` has 11948 (19.1%) zeros	Zeros
`StringencyIndex` has 8850 (14.1%) zeros	Zeros
`StringencyIndexForDisplay` has 8850 (14.1%) zeros	Zeros
`StringencyLegacyIndex` has 8850 (14.1%) zeros	Zeros
`StringencyLegacyIndexForDisplay` has 8850 (14.1%) zeros	Zeros
`GovernmentResponseIndex` has 7637 (12.2%) zeros	Zeros
`GovernmentResponseIndexForDisplay` has 7637 (12.2%) zeros	Zeros
`ContainmentHealthIndex` has 7677 (12.3%) zeros	Zeros
`ContainmentHealthIndexForDisplay` has 7677 (12.3%) zeros	Zeros
`EconomicSupportIndex` has 23077 (36.8%) zeros	Zeros
`EconomicSupportIndexForDisplay` has 23213 (37.0%) zeros	Zeros

Reproduction

Analysis started	2020-10-02 20:43:30.422500
Analysis finished	2020-10-02 20:45:03.152912
Duration	1 minute and 32.73 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

CountryName
Categorical

HIGH CARDINALITY

Distinct	185
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	489.5 KiB

United States	13780
United Kingdom	1300
South Sudan	260
United Arab Emirates	260
Mauritius	260
Other values (180)	46800

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
United States	13780	22.0%
United Kingdom	1300	2.1%
South Sudan	260	0.4%
United Arab Emirates	260	0.4%
Mauritius	260	0.4%
Italy	260	0.4%
Tunisia	260	0.4%
Bermuda	260	0.4%
Bangladesh	260	0.4%
South Africa	260	0.4%
Other values (175)	45500	72.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	28
Median length	8
Mean length	9.468879668
Min length	4

CountryCode
Categorical

HIGH CARDINALITY

Distinct	185
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	489.5 KiB

USA	13780
GBR	1300
BHR	260
MEX	260
ALB	260
Other values (180)	46800

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
USA	13780	22.0%
GBR	1300	2.1%
BHR	260	0.4%
MEX	260	0.4%
ALB	260	0.4%
BMU	260	0.4%
ITA	260	0.4%
DOM	260	0.4%
CYM	260	0.4%
GIB	260	0.4%
Other values (175)	45500	72.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

RegionName
Categorical

HIGH CARDINALITY
HIGH CORRELATION
MISSING
UNIFORM

Distinct	56
Distinct (%)	0.4%
Missing	48100
Missing (%)	76.8%
Memory size	489.5 KiB

Wisconsin	260
Louisiana	260
North Dakota	260
Colorado	260
Indiana	260
Other values (51)	13260

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Wisconsin	260	0.4%
Louisiana	260	0.4%
North Dakota	260	0.4%
Colorado	260	0.4%
Indiana	260	0.4%
Kentucky	260	0.4%
West Virginia	260	0.4%
New Jersey	260	0.4%
North Carolina	260	0.4%
England	260	0.4%
Other values (46)	11960	19.1%
(Missing)	48100	76.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	16
Median length	3
Mean length	4.315352697
Min length	3

RegionCode
Categorical

HIGH CARDINALITY
HIGH CORRELATION
MISSING
UNIFORM

Distinct	56
Distinct (%)	0.4%
Missing	48100
Missing (%)	76.8%
Memory size	489.5 KiB

US_DE	260
US_AR	260
US_NY	260
US_TX	260
US_WA	260
Other values (51)	13260

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
US_DE	260	0.4%
US_AR	260	0.4%
US_NY	260	0.4%
US_TX	260	0.4%
US_WA	260	0.4%
US_OR	260	0.4%
US_MT	260	0.4%
US_WY	260	0.4%
US_KS	260	0.4%
UK_WAL	260	0.4%
Other values (46)	11960	19.1%
(Missing)	48100	76.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	3
Mean length	3.481327801
Min length	3

Date
Real number (ℝ_≥0)

Distinct	260
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20200494.54
Minimum	20200101
Maximum	20200916
Zeros	0
Zeros (%)	0.0%
Memory size	489.5 KiB

Quantile statistics

Minimum	20200101
5-th percentile	20200113.95
Q1	20200305.75
median	20200509.5
Q3	20200713.25
95-th percentile	20200903.05
Maximum	20200916
Range	815
Interquartile range (IQR)	407.5

Descriptive statistics

Standard deviation	246.6868853
Coefficient of variation (CV)	1.221192307e-05
Kurtosis	-1.198407293
Mean	20200494.54
Median Absolute Deviation (MAD)	204
Skewness	0.01219764366
Sum	1.265762988e+12
Variance	60854.41939
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20200824	241	0.4%
20200908	241	0.4%
20200716	241	0.4%
20200620	241	0.4%
20200524	241	0.4%
20200428	241	0.4%
20200204	241	0.4%
20200108	241	0.4%
20200909	241	0.4%
20200813	241	0.4%
Other values (250)	60250	96.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20200101	241	0.4%
20200102	241	0.4%
20200103	241	0.4%
20200104	241	0.4%
20200105	241	0.4%

Value	Count	Frequency (%)
20200916	241	0.4%
20200915	241	0.4%
20200914	241	0.4%
20200913	241	0.4%
20200912	241	0.4%

C1_School closing
Categorical

MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	1811
Missing (%)	2.9%
Memory size	489.5 KiB

3	29841
0	21515
2	8046
1	1447

Frequencies
Length

Value	Count	Frequency (%)
3	29841	47.6%
0	21515	34.3%
2	8046	12.8%
1	1447	2.3%
(Missing)	1811	2.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

C1_Flag
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	23326
Missing (%)	37.2%
Memory size	489.5 KiB

1	32736
0	6598
(Missing)	23326

Common Values
Chart

Value	Count	Frequency (%)
1	32736	52.2%
0	6598	10.5%
(Missing)	23326	37.2%

C2_Workplace closing
Categorical

MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	1874
Missing (%)	3.0%
Memory size	489.5 KiB

0	23504
2	21140
3	8417
1	7725

Frequencies
Length

Value	Count	Frequency (%)
0	23504	37.5%
2	21140	33.7%
3	8417	13.4%
1	7725	12.3%
(Missing)	1874	3.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

C2_Flag
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	25378
Missing (%)	40.5%
Memory size	489.5 KiB

1	30001
0	7281
(Missing)	25378

Common Values
Chart

Value	Count	Frequency (%)
1	30001	47.9%
0	7281	11.6%
(Missing)	25378	40.5%

C3_Cancel public events
Categorical

HIGH CORRELATION
MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	1829
Missing (%)	2.9%
Memory size	489.5 KiB

2	32595
0	20460
1	7776

Frequencies
Length

Value	Count	Frequency (%)
2	32595	52.0%
0	20460	32.7%
1	7776	12.4%
(Missing)	1829	2.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

C3_Flag
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	22289
Missing (%)	35.6%
Memory size	489.5 KiB

1	35502
0	4869
(Missing)	22289

Common Values
Chart

Value	Count	Frequency (%)
1	35502	56.7%
0	4869	7.8%
(Missing)	22289	35.6%

C4_Restrictions on gatherings
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	5
Distinct (%)	< 0.1%
Missing	1819
Missing (%)	2.9%
Infinite	0
Infinite (%)	0.0%

Mean	2.039989481
Minimum	0
Maximum	4
Zeros	23399
Zeros (%)	37.3%
Memory size	489.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	4
95-th percentile	4
Maximum	4
Range	4
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	1.728211337
Coefficient of variation (CV)	0.8471667884
Kurtosis	-1.732308885
Mean	2.039989481
Median Absolute Deviation (MAD)	1
Skewness	-0.15985484
Sum	124115
Variance	2.986714425
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	23399	37.3%
4	18261	29.1%
3	13939	22.2%
2	4012	6.4%
1	1230	2.0%
(Missing)	1819	2.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	23399	37.3%
1	1230	2.0%
2	4012	6.4%
3	13939	22.2%
4	18261	29.1%

Value	Count	Frequency (%)
4	18261	29.1%
3	13939	22.2%
2	4012	6.4%
1	1230	2.0%
0	23399	37.3%

C4_Flag
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	25218
Missing (%)	40.2%
Memory size	489.5 KiB

1	31661
0	5781
(Missing)	25218

Common Values
Chart

Value	Count	Frequency (%)
1	31661	50.5%
0	5781	9.2%
(Missing)	25218	40.2%

C5_Close public transport
Categorical

MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	1790
Missing (%)	2.9%
Memory size	489.5 KiB

0	37247
1	14898
2	8725

Frequencies
Length

Value	Count	Frequency (%)
0	37247	59.4%
1	14898	23.8%
2	8725	13.9%
(Missing)	1790	2.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

C5_Flag
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	39037
Missing (%)	62.3%
Memory size	489.5 KiB

1	15632
0	7991
(Missing)	39037

Common Values
Chart

Value	Count	Frequency (%)
1	15632	24.9%
0	7991	12.8%
(Missing)	39037	62.3%

C6_Stay at home requirements
Categorical

MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	1852
Missing (%)	3.0%
Memory size	489.5 KiB

0	27711
1	16047
2	14729
3	2321

Frequencies
Length

Value	Count	Frequency (%)
0	27711	44.2%
1	16047	25.6%
2	14729	23.5%
3	2321	3.7%
(Missing)	1852	3.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

C6_Flag
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	29563
Missing (%)	47.2%
Memory size	489.5 KiB

1	25686
0	7411
(Missing)	29563

Common Values
Chart

Value	Count	Frequency (%)
1	25686	41.0%
0	7411	11.8%
(Missing)	29563	47.2%

C7_Restrictions on internal movement
Categorical

MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	1809
Missing (%)	2.9%
Memory size	489.5 KiB

0	28266
2	19662
1	12923

Frequencies
Length

Value	Count	Frequency (%)
0	28266	45.1%
2	19662	31.4%
1	12923	20.6%
(Missing)	1809	2.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

C7_Flag
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	30075
Missing (%)	48.0%
Memory size	489.5 KiB

1	22523
0	10062
(Missing)	30075

Common Values
Chart

Value	Count	Frequency (%)
1	22523	35.9%
0	10062	16.1%
(Missing)	30075	48.0%

C8_International travel controls
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	5
Distinct (%)	< 0.1%
Missing	1844
Missing (%)	2.9%
Infinite	0
Infinite (%)	0.0%

Mean	2.422520389
Minimum	0
Maximum	4
Zeros	12544
Zeros (%)	20.0%
Memory size	489.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	4
95-th percentile	4
Maximum	4
Range	4
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.465192159
Coefficient of variation (CV)	0.6048213941
Kurtosis	-1.028603581
Mean	2.422520389
Median Absolute Deviation (MAD)	1
Skewness	-0.6228006186
Sum	147328
Variance	2.146788063
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
3	20755	33.1%
4	16752	26.7%
0	12544	20.0%
2	7290	11.6%
1	3475	5.5%
(Missing)	1844	2.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12544	20.0%
1	3475	5.5%
2	7290	11.6%
3	20755	33.1%
4	16752	26.7%

Value	Count	Frequency (%)
4	16752	26.7%
3	20755	33.1%
2	7290	11.6%
1	3475	5.5%
0	12544	20.0%

E1_Income support
Categorical

MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	2206
Missing (%)	3.5%
Memory size	489.5 KiB

0	29494
2	17938
1	13022

Frequencies
Length

Value	Count	Frequency (%)
0	29494	47.1%
2	17938	28.6%
1	13022	20.8%
(Missing)	2206	3.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

E1_Flag
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	31700
Missing (%)	50.6%
Memory size	489.5 KiB

0	17810
1	13150
(Missing)	31700

Common Values
Chart

Value	Count	Frequency (%)
0	17810	28.4%
1	13150	21.0%
(Missing)	31700	50.6%

E2_Debt/contract relief
Categorical

HIGH CORRELATION
MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	3116
Missing (%)	5.0%
Memory size	489.5 KiB

0	26463
2	17220
1	15861

Frequencies
Length

Value	Count	Frequency (%)
0	26463	42.2%
2	17220	27.5%
1	15861	25.3%
(Missing)	3116	5.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

E3_Fiscal measures
Real number (ℝ_≥0)

MISSING
SKEWED
ZEROS

Distinct	521
Distinct (%)	1.1%
Missing	13502
Missing (%)	21.5%
Infinite	0
Infinite (%)	0.0%

Mean	205268856.8
Minimum	0
Maximum	1.9576e+12
Zeros	48575
Zeros (%)	77.5%
Memory size	489.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1.9576e+12
Range	1.9576e+12
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.258300326e+10
Coefficient of variation (CV)	61.30010882
Kurtosis	14647.82032
Mean	205268856.8
Median Absolute Deviation (MAD)	0
Skewness	111.0973872
Sum	1.009060646e+13
Variance	1.58331971e+20
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	48575	77.5%
3	11	< 0.1%
10000000	7	< 0.1%
200000000	5	< 0.1%
20000000	4	< 0.1%
16000000	4	< 0.1%
2000000	4	< 0.1%
1000000000	4	< 0.1%
580000000	3	< 0.1%
50000000	3	< 0.1%
Other values (511)	538	0.9%
(Missing)	13502	21.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	48575	77.5%
0.75	1	< 0.1%
3	11	< 0.1%
40	1	< 0.1%
152	1	< 0.1%

Value	Count	Frequency (%)
1.9576e+12	1	< 0.1%
1.192572826e+12	1	< 0.1%
9.90863e+11	1	< 0.1%
7.092759225e+11	1	< 0.1%
4.526563438e+11	1	< 0.1%

E4_International support
Real number (ℝ_≥0)

MISSING
SKEWED
ZEROS

Distinct	75
Distinct (%)	0.2%
Missing	13314
Missing (%)	21.2%
Infinite	0
Infinite (%)	0.0%

Mean	18194267.81
Minimum	0
Maximum	8.343530518e+11
Zeros	49258
Zeros (%)	78.6%
Memory size	489.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	8.343530518e+11
Range	8.343530518e+11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3759553616
Coefficient of variation (CV)	206.6339605
Kurtosis	49158.74476
Mean	18194267.81
Median Absolute Deviation (MAD)	0
Skewness	221.5222898
Sum	8.978143395e+11
Variance	1.413424339e+19
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49258	78.6%
5000000	5	< 0.1%
10000000	3	< 0.1%
9247426	2	< 0.1%
186920130	2	< 0.1%
1000000	2	< 0.1%
30000000	2	< 0.1%
158429444	2	< 0.1%
20000000	2	< 0.1%
40000000	2	< 0.1%
Other values (65)	66	0.1%
(Missing)	13314	21.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49258	78.6%
0.56	1	< 0.1%
3	1	< 0.1%
50	1	< 0.1%
15000	1	< 0.1%

Value	Count	Frequency (%)
8.343530518e+11	1	< 0.1%
3.4e+10	1	< 0.1%
1.2e+10	1	< 0.1%
2700000000	1	< 0.1%
2458012369	1	< 0.1%

H1_Public information campaigns
Categorical

MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	2148
Missing (%)	3.4%
Memory size	489.5 KiB

2	44680
0	10955
1	4877

Frequencies
Length

Value	Count	Frequency (%)
2	44680	71.3%
0	10955	17.5%
1	4877	7.8%
(Missing)	2148	3.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

H1_Flag
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	13103
Missing (%)	20.9%
Memory size	489.5 KiB

1	49123
0	434
(Missing)	13103

Common Values
Chart

Value	Count	Frequency (%)
1	49123	78.4%
0	434	0.7%
(Missing)	13103	20.9%

H2_Testing policy
Categorical

MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	2355
Missing (%)	3.8%
Memory size	489.5 KiB

1	22480
2	16200
0	12266
3	9359

Frequencies
Length

Value	Count	Frequency (%)
1	22480	35.9%
2	16200	25.9%
0	12266	19.6%
3	9359	14.9%
(Missing)	2355	3.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

H3_Contact tracing
Categorical

MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	2355
Missing (%)	3.8%
Memory size	489.5 KiB

2	23548
1	21079
0	15678

Frequencies
Length

Value	Count	Frequency (%)
2	23548	37.6%
1	21079	33.6%
0	15678	25.0%
(Missing)	2355	3.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

H4_Emergency investment in healthcare
Real number (ℝ_≥0)

MISSING
SKEWED
ZEROS

Distinct	310
Distinct (%)	0.6%
Missing	14029
Missing (%)	22.4%
Infinite	0
Infinite (%)	0.0%

Mean	13141758.34
Minimum	0
Maximum	2.424e+11
Zeros	48214
Zeros (%)	76.9%
Memory size	489.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	2.424e+11
Range	2.424e+11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1260861397
Coefficient of variation (CV)	95.94312758
Kurtosis	29116.89301
Mean	13141758.34
Median Absolute Deviation (MAD)	0
Skewness	161.0341444
Sum	6.390968498e+11
Variance	1.589771462e+18
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	48214	76.9%
35	39	0.1%
562	20	< 0.1%
20.7	10	< 0.1%
1000000	7	< 0.1%
200000000	5	< 0.1%
2000000	4	< 0.1%
100000000	4	< 0.1%
50000000	3	< 0.1%
40000000	3	< 0.1%
Other values (300)	322	0.5%
(Missing)	14029	22.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	48214	76.9%
0.01	1	< 0.1%
0.03	1	< 0.1%
1	3	< 0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
2.424e+11	1	< 0.1%
1e+11	1	< 0.1%
6.29977238e+10	1	< 0.1%
5.7458e+10	1	< 0.1%
1.935477804e+10	1	< 0.1%

H5_Investment in vaccines
Real number (ℝ_≥0)

MISSING
SKEWED
ZEROS

Distinct	67
Distinct (%)	0.1%
Missing	13601
Missing (%)	21.7%
Infinite	0
Infinite (%)	0.0%

Mean	424488.5569
Minimum	0
Maximum	3435342491
Zeros	48927
Zeros (%)	78.1%
Memory size	489.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	3435342491
Range	3435342491
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	24452672.66
Coefficient of variation (CV)	57.605022
Kurtosis	10059.39627
Mean	424488.5569
Median Absolute Deviation (MAD)	0
Skewness	89.92087778
Sum	2.082498411e+10
Variance	5.979332003e+14
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	48927	78.1%
1	43	0.1%
191	21	< 0.1%
10000000	3	< 0.1%
254591132.1	2	< 0.1%
2989616.7	2	< 0.1%
156510825	1	< 0.1%
10819830	1	< 0.1%
26014287.82	1	< 0.1%
826000000	1	< 0.1%
Other values (57)	57	0.1%
(Missing)	13601	21.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	48927	78.1%
1	43	0.1%
1.1	1	< 0.1%
191	21	< 0.1%
246961	1	< 0.1%

Value	Count	Frequency (%)
3435342491	1	< 0.1%
1950000000	1	< 0.1%
1679740000	1	< 0.1%
1600000000	1	< 0.1%
1390000000	1	< 0.1%

M1_Wildcard
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	62660
Missing (%)	100.0%
Memory size	489.7 KiB

ConfirmedCases
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	21185
Distinct (%)	42.3%
Missing	12608
Missing (%)	20.1%
Infinite	0
Infinite (%)	0.0%

Mean	48126.50677
Minimum	0
Maximum	6486108
Zeros	5015
Zeros (%)	8.0%
Memory size	489.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	76
median	1832
Q3	18778.25
95-th percentile	195283.35
Maximum	6486108
Range	6486108
Interquartile range (IQR)	18702.25

Descriptive statistics

Standard deviation	263402.4291
Coefficient of variation (CV)	5.473125867
Kurtosis	262.677804
Mean	48126.50677
Median Absolute Deviation (MAD)	1832
Skewness	14.74818189
Sum	2408827917
Variance	6.938083966e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5015	8.0%
1	749	1.2%
3	483	0.8%
2	380	0.6%
8	289	0.5%
11	289	0.5%
13	277	0.4%
18	274	0.4%
10	237	0.4%
5	204	0.3%
Other values (21175)	41855	66.8%
(Missing)	12608	20.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5015	8.0%
1	749	1.2%
2	380	0.6%
3	483	0.8%
4	189	0.3%

Value	Count	Frequency (%)
6486108	1	< 0.1%
6445288	1	< 0.1%
6397227	1	< 0.1%
6359720	1	< 0.1%
6327793	1	< 0.1%

ConfirmedDeaths
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	6986
Distinct (%)	14.0%
Missing	12734
Missing (%)	20.3%
Infinite	0
Infinite (%)	0.0%

Mean	2104.534131
Minimum	0
Maximum	193701
Zeros	11948
Zeros (%)	19.1%
Memory size	489.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	42
Q3	507
95-th percentile	8515.25
Maximum	193701
Range	193701
Interquartile range (IQR)	506

Descriptive statistics

Standard deviation	9823.484289
Coefficient of variation (CV)	4.667771431
Kurtosis	143.0807322
Mean	2104.534131
Median Absolute Deviation (MAD)	42
Skewness	10.49547858
Sum	105070971
Variance	96500843.58
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11948	19.1%
1	1869	3.0%
2	954	1.5%
3	813	1.3%
10	730	1.2%
5	588	0.9%
6	563	0.9%
4	555	0.9%
9	521	0.8%
7	507	0.8%
Other values (6976)	30878	49.3%
(Missing)	12734	20.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	11948	19.1%
1	1869	3.0%
2	954	1.5%
3	813	1.3%
4	555	0.9%

Value	Count	Frequency (%)
193701	1	< 0.1%
193016	1	< 0.1%
191789	1	< 0.1%
190815	1	< 0.1%
189679	1	< 0.1%

StringencyIndex
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	179
Distinct (%)	0.3%
Missing	1889
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%

Mean	47.82498248
Minimum	0
Maximum	100
Zeros	8850
Zeros (%)	14.1%
Memory size	489.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	13.89
median	56.48
Q3	75
95-th percentile	90.74
Maximum	100
Range	100
Interquartile range (IQR)	61.11

Descriptive statistics

Standard deviation	31.70643319
Coefficient of variation (CV)	0.6629680043
Kurtosis	-1.345483028
Mean	47.82498248
Median Absolute Deviation (MAD)	24.08
Skewness	-0.2840201
Sum	2906372.01
Variance	1005.297905
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8850	14.1%
11.11	2409	3.8%
5.56	1842	2.9%
13.89	1232	2.0%
19.44	1116	1.8%
79.63	1095	1.7%
80.56	974	1.6%
66.67	932	1.5%
57.41	914	1.5%
77.78	893	1.4%
Other values (169)	40514	64.7%
(Missing)	1889	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8850	14.1%
1.39	23	< 0.1%
1.85	3	< 0.1%
2.78	855	1.4%
5.56	1842	2.9%

Value	Count	Frequency (%)
100	477	0.8%
98.15	1	< 0.1%
97.22	77	0.1%
96.3	726	1.2%
95.37	15	< 0.1%

StringencyIndexForDisplay
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	179
Distinct (%)	0.3%
Missing	902
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%

Mean	47.92461203
Minimum	0
Maximum	100
Zeros	8850
Zeros (%)	14.1%
Memory size	489.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	13.89
median	56.48
Q3	75
95-th percentile	90.74
Maximum	100
Range	100
Interquartile range (IQR)	61.11

Descriptive statistics

Standard deviation	31.57119783
Coefficient of variation (CV)	0.6587679376
Kurtosis	-1.332826485
Mean	47.92461203
Median Absolute Deviation (MAD)	24.07
Skewness	-0.2891562882
Sum	2959728.19
Variance	996.7405323
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8850	14.1%
11.11	2423	3.9%
5.56	1842	2.9%
13.89	1239	2.0%
19.44	1135	1.8%
79.63	1095	1.7%
80.56	1000	1.6%
66.67	941	1.5%
57.41	926	1.5%
77.78	907	1.4%
Other values (169)	41400	66.1%
(Missing)	902	1.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8850	14.1%
1.39	23	< 0.1%
1.85	3	< 0.1%
2.78	855	1.4%
5.56	1842	2.9%

Value	Count	Frequency (%)
100	477	0.8%
98.15	1	< 0.1%
97.22	77	0.1%
96.3	732	1.2%
95.37	15	< 0.1%

StringencyLegacyIndex
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	171
Distinct (%)	0.3%
Missing	1889
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%

Mean	53.4078888
Minimum	0
Maximum	100
Zeros	8850
Zeros (%)	14.1%
Memory size	489.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	17.86
median	65.48
Q3	80.95
95-th percentile	95.24
Maximum	100
Range	100
Interquartile range (IQR)	63.09

Descriptive statistics

Standard deviation	33.2048891
Coefficient of variation (CV)	0.6217225553
Kurtosis	-1.262121593
Mean	53.4078888
Median Absolute Deviation (MAD)	21.42
Skewness	-0.4719108617
Sum	3245650.81
Variance	1102.56466
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8850	14.1%
91.67	2261	3.6%
83.33	2150	3.4%
88.1	1831	2.9%
96.43	1514	2.4%
14.29	1404	2.2%
78.57	1385	2.2%
73.81	1368	2.2%
100	1362	2.2%
66.67	1234	2.0%
Other values (161)	37412	59.7%
(Missing)	1889	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8850	14.1%
2.86	23	< 0.1%
3.57	765	1.2%
4.76	93	0.1%
7.14	931	1.5%

Value	Count	Frequency (%)
100	1362	2.2%
96.43	1514	2.4%
95.24	649	1.0%
93.57	2	< 0.1%
92.86	627	1.0%

StringencyLegacyIndexForDisplay
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	171
Distinct (%)	0.3%
Missing	902
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%

Mean	53.52691311
Minimum	0
Maximum	100
Zeros	8850
Zeros (%)	14.1%
Memory size	489.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	17.86
median	65
Q3	80.95
95-th percentile	95.24
Maximum	100
Range	100
Interquartile range (IQR)	63.09

Descriptive statistics

Standard deviation	33.04482844
Coefficient of variation (CV)	0.6173497875
Kurtosis	-1.244487057
Mean	53.52691311
Median Absolute Deviation (MAD)	21.9
Skewness	-0.4793930708
Sum	3305715.1
Variance	1091.960686
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8850	14.1%
91.67	2268	3.6%
83.33	2181	3.5%
88.1	1852	3.0%
96.43	1527	2.4%
14.29	1411	2.3%
73.81	1410	2.3%
78.57	1399	2.2%
100	1362	2.2%
66.67	1254	2.0%
Other values (161)	38244	61.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8850	14.1%
2.86	23	< 0.1%
3.57	765	1.2%
4.76	93	0.1%
7.14	931	1.5%

Value	Count	Frequency (%)
100	1362	2.2%
96.43	1527	2.4%
95.24	649	1.0%
93.57	2	< 0.1%
92.86	629	1.0%

GovernmentResponseIndex
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	235
Distinct (%)	0.4%
Missing	2516
Missing (%)	4.0%
Infinite	0
Infinite (%)	0.0%

Mean	46.93394935
Minimum	0
Maximum	96.15
Zeros	7637
Zeros (%)	12.2%
Memory size	489.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	15.38
median	57.37
Q3	69.95
95-th percentile	82.69
Maximum	96.15
Range	96.15
Interquartile range (IQR)	54.57

Descriptive statistics

Standard deviation	28.86445146
Coefficient of variation (CV)	0.6150015471
Kurtosis	-1.240447217
Mean	46.93394935
Median Absolute Deviation (MAD)	17.63
Skewness	-0.5010066693
Sum	2822795.45
Variance	833.1565582
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7637	12.2%
10.26	1201	1.9%
14.1	1061	1.7%
74.36	931	1.5%
68.59	898	1.4%
76.92	881	1.4%
64.74	837	1.3%
3.85	834	1.3%
69.23	799	1.3%
65.38	778	1.2%
Other values (225)	44287	70.7%
(Missing)	2516	4.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7637	12.2%
0.96	20	< 0.1%
1.92	559	0.9%
2.56	297	0.5%
3.85	834	1.3%

Value	Count	Frequency (%)
96.15	29	< 0.1%
94.87	17	< 0.1%
93.59	14	< 0.1%
92.95	25	< 0.1%
92.31	18	< 0.1%

GovernmentResponseIndexForDisplay
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	235
Distinct (%)	0.4%
Missing	1527
Missing (%)	2.4%
Infinite	0
Infinite (%)	0.0%

Mean	47.09060671
Minimum	0
Maximum	96.15
Zeros	7637
Zeros (%)	12.2%
Memory size	489.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	16.03
median	57.37
Q3	69.87
95-th percentile	82.69
Maximum	96.15
Range	96.15
Interquartile range (IQR)	53.84

Descriptive statistics

Standard deviation	28.72293448
Coefficient of variation (CV)	0.6099504018
Kurtosis	-1.21780082
Mean	47.09060671
Median Absolute Deviation (MAD)	17.63
Skewness	-0.5124810096
Sum	2878790.06
Variance	825.0069654
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7637	12.2%
10.26	1201	1.9%
14.1	1075	1.7%
74.36	931	1.5%
76.92	904	1.4%
68.59	898	1.4%
64.74	844	1.3%
3.85	834	1.3%
65.38	803	1.3%
69.23	799	1.3%
Other values (225)	45207	72.1%
(Missing)	1527	2.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7637	12.2%
0.96	20	< 0.1%
1.92	559	0.9%
2.56	297	0.5%
3.85	834	1.3%

Value	Count	Frequency (%)
96.15	29	< 0.1%
94.87	17	< 0.1%
93.59	14	< 0.1%
92.95	25	< 0.1%
92.31	18	< 0.1%

ContainmentHealthIndex
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	209
Distinct (%)	0.3%
Missing	2340
Missing (%)	3.7%
Infinite	0
Infinite (%)	0.0%

Mean	48.67370076
Minimum	0
Maximum	100
Zeros	7677
Zeros (%)	12.3%
Memory size	489.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	18.18
median	58.71
Q3	72.73
95-th percentile	86.36
Maximum	100
Range	100
Interquartile range (IQR)	54.55

Descriptive statistics

Standard deviation	29.68497035
Coefficient of variation (CV)	0.6098769949
Kurtosis	-1.211280608
Mean	48.67370076
Median Absolute Deviation (MAD)	19.32
Skewness	-0.4694781795
Sum	2935997.63
Variance	881.1974648
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7677	12.3%
12.12	1232	2.0%
16.67	1072	1.7%
75	977	1.6%
72.73	960	1.5%
70.45	893	1.4%
79.55	826	1.3%
4.55	822	1.3%
59.09	813	1.3%
86.36	811	1.3%
Other values (199)	44237	70.6%
(Missing)	2340	3.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7677	12.3%
1.14	20	< 0.1%
2.27	545	0.9%
3.03	297	0.5%
4.55	822	1.3%

Value	Count	Frequency (%)
100	45	0.1%
96.97	141	0.2%
95.45	36	0.1%
94.7	4	< 0.1%
93.94	299	0.5%

ContainmentHealthIndexForDisplay
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	209
Distinct (%)	0.3%
Missing	1359
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	48.81816186
Minimum	0
Maximum	100
Zeros	7677
Zeros (%)	12.3%
Memory size	489.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	18.94
median	58.71
Q3	72.73
95-th percentile	85.61
Maximum	100
Range	100
Interquartile range (IQR)	53.79

Descriptive statistics

Standard deviation	29.54694904
Coefficient of variation (CV)	0.6052450137
Kurtosis	-1.191443589
Mean	48.81816186
Median Absolute Deviation (MAD)	18.56
Skewness	-0.4788634024
Sum	2992602.14
Variance	873.0221977
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7677	12.3%
12.12	1232	2.0%
16.67	1086	1.7%
75	984	1.6%
72.73	974	1.6%
70.45	900	1.4%
79.55	833	1.3%
4.55	822	1.3%
59.09	820	1.3%
76.52	814	1.3%
Other values (199)	45159	72.1%
(Missing)	1359	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7677	12.3%
1.14	20	< 0.1%
2.27	545	0.9%
3.03	297	0.5%
4.55	822	1.3%

Value	Count	Frequency (%)
100	45	0.1%
96.97	141	0.2%
95.45	36	0.1%
94.7	4	< 0.1%
93.94	299	0.5%

EconomicSupportIndex
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	3143
Missing (%)	5.0%
Infinite	0
Infinite (%)	0.0%

Mean	37.59997144
Minimum	0
Maximum	100
Zeros	23077
Zeros (%)	36.8%
Memory size	489.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	37.5
Q3	62.5
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	62.5

Descriptive statistics

Standard deviation	35.00595352
Coefficient of variation (CV)	0.9310101093
Kurtosis	-1.428356483
Mean	37.59997144
Median Absolute Deviation (MAD)	37.5
Skewness	0.2315175826
Sum	2237837.5
Variance	1225.416782
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	23077	36.8%
62.5	8236	13.1%
50	6154	9.8%
87.5	5631	9.0%
75	5238	8.4%
25	4400	7.0%
100	2995	4.8%
37.5	2920	4.7%
12.5	866	1.4%
(Missing)	3143	5.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	23077	36.8%
12.5	866	1.4%
25	4400	7.0%
37.5	2920	4.7%
50	6154	9.8%

Value	Count	Frequency (%)
100	2995	4.8%
87.5	5631	9.0%
75	5238	8.4%
62.5	8236	13.1%
50	6154	9.8%

EconomicSupportIndexForDisplay
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	2185
Missing (%)	3.5%
Infinite	0
Infinite (%)	0.0%

Mean	37.80177759
Minimum	0
Maximum	100
Zeros	23213
Zeros (%)	37.0%
Memory size	489.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	37.5
Q3	62.5
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	62.5

Descriptive statistics

Standard deviation	34.96420009
Coefficient of variation (CV)	0.9249353422
Kurtosis	-1.428092845
Mean	37.80177759
Median Absolute Deviation (MAD)	37.5
Skewness	0.2221339363
Sum	2286062.5
Variance	1222.495288
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	23213	37.0%
62.5	8353	13.3%
50	6336	10.1%
87.5	5697	9.1%
75	5421	8.7%
25	4512	7.2%
100	3060	4.9%
37.5	2992	4.8%
12.5	891	1.4%
(Missing)	2185	3.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	23213	37.0%
12.5	891	1.4%
25	4512	7.2%
37.5	2992	4.8%
50	6336	10.1%

Value	Count	Frequency (%)
100	3060	4.9%
87.5	5697	9.1%
75	5421	8.7%
62.5	8353	13.3%
50	6336	10.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	CountryName	CountryCode	RegionName	RegionCode	Date	C1_Flag	C2_Flag	C3_Flag	C4_Flag	C5_Flag	C6_Flag	C7_Flag	E1_Flag	H1_Flag	M1_Wildcard	ConfirmedCases	ConfirmedDeaths
0	Aruba	ABW	NaN	NaN	20200101	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	Aruba	ABW	NaN	NaN	20200102	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2	Aruba	ABW	NaN	NaN	20200103	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
3	Aruba	ABW	NaN	NaN	20200104	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	Aruba	ABW	NaN	NaN	20200105	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
5	Aruba	ABW	NaN	NaN	20200106	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
6	Aruba	ABW	NaN	NaN	20200107	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
7	Aruba	ABW	NaN	NaN	20200108	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
8	Aruba	ABW	NaN	NaN	20200109	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
9	Aruba	ABW	NaN	NaN	20200110	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Last rows

	CountryName	CountryCode	RegionName	RegionCode	Date	C1_School closing	C1_Flag	C2_Workplace closing	C2_Flag	C3_Cancel public events	C3_Flag	C4_Restrictions on gatherings	C4_Flag	C5_Close public transport	C5_Flag	C6_Stay at home requirements	C6_Flag	C7_Restrictions on internal movement	C7_Flag	C8_International travel controls	E1_Income support	E1_Flag	E2_Debt/contract relief	E3_Fiscal measures	E4_International support	H1_Public information campaigns	H1_Flag	H2_Testing policy	H3_Contact tracing	H4_Emergency investment in healthcare	H5_Investment in vaccines	M1_Wildcard	ConfirmedCases	ConfirmedDeaths	StringencyIndex	StringencyIndexForDisplay	StringencyLegacyIndex	StringencyLegacyIndexForDisplay	GovernmentResponseIndex	GovernmentResponseIndexForDisplay	ContainmentHealthIndex	ContainmentHealthIndexForDisplay	EconomicSupportIndex	EconomicSupportIndexForDisplay
62650	Zimbabwe	ZWE	NaN	NaN	20200907	3.0	1.0	1.0	1.0	2.0	1.0	3.0	1.0	1.0	1.0	2.0	1.0	2.0	1.0	4.0	1.0	1.0	0.0	0.0	0.0	2.0	1.0	1.0	1.0	0.0	0.0	NaN	6977.0	207.0	80.56	80.56	88.10	88.10	66.03	66.03	73.48	73.48	25.0	25.0
62651	Zimbabwe	ZWE	NaN	NaN	20200908	3.0	1.0	1.0	1.0	2.0	1.0	3.0	1.0	1.0	1.0	2.0	1.0	2.0	1.0	4.0	1.0	1.0	0.0	0.0	0.0	2.0	1.0	1.0	1.0	0.0	0.0	NaN	7298.0	210.0	80.56	80.56	88.10	88.10	66.03	66.03	73.48	73.48	25.0	25.0
62652	Zimbabwe	ZWE	NaN	NaN	20200909	3.0	1.0	1.0	1.0	2.0	1.0	3.0	1.0	1.0	1.0	2.0	1.0	2.0	1.0	4.0	1.0	1.0	0.0	0.0	0.0	2.0	1.0	1.0	1.0	0.0	0.0	NaN	7388.0	218.0	80.56	80.56	88.10	88.10	66.03	66.03	73.48	73.48	25.0	25.0
62653	Zimbabwe	ZWE	NaN	NaN	20200910	3.0	1.0	1.0	1.0	2.0	1.0	3.0	1.0	1.0	1.0	2.0	1.0	2.0	1.0	4.0	1.0	1.0	0.0	0.0	0.0	2.0	1.0	1.0	1.0	0.0	0.0	NaN	7429.0	222.0	80.56	80.56	88.10	88.10	66.03	66.03	73.48	73.48	25.0	25.0
62654	Zimbabwe	ZWE	NaN	NaN	20200911	3.0	1.0	1.0	1.0	2.0	1.0	3.0	1.0	1.0	1.0	2.0	1.0	2.0	1.0	4.0	1.0	1.0	0.0	0.0	0.0	2.0	1.0	1.0	1.0	0.0	0.0	NaN	7453.0	222.0	80.56	80.56	88.10	88.10	66.03	66.03	73.48	73.48	25.0	25.0
62655	Zimbabwe	ZWE	NaN	NaN	20200912	3.0	1.0	1.0	1.0	2.0	1.0	3.0	1.0	1.0	1.0	2.0	1.0	2.0	1.0	4.0	1.0	1.0	0.0	0.0	0.0	2.0	1.0	1.0	1.0	0.0	0.0	NaN	7479.0	224.0	80.56	80.56	88.10	88.10	66.03	66.03	73.48	73.48	25.0	25.0
62656	Zimbabwe	ZWE	NaN	NaN	20200913	3.0	1.0	1.0	1.0	2.0	1.0	3.0	1.0	1.0	1.0	2.0	1.0	2.0	1.0	4.0	1.0	1.0	0.0	0.0	0.0	2.0	1.0	1.0	1.0	0.0	0.0	NaN	7508.0	224.0	80.56	80.56	88.10	88.10	66.03	66.03	73.48	73.48	25.0	25.0
62657	Zimbabwe	ZWE	NaN	NaN	20200914	2.0	1.0	1.0	1.0	2.0	1.0	3.0	1.0	1.0	1.0	2.0	1.0	2.0	1.0	4.0	1.0	1.0	0.0	0.0	0.0	2.0	1.0	1.0	1.0	0.0	0.0	NaN	NaN	NaN	76.85	76.85	84.52	84.52	63.46	63.46	70.45	70.45	25.0	25.0
62658	Zimbabwe	ZWE	NaN	NaN	20200915	2.0	1.0	1.0	1.0	2.0	1.0	3.0	1.0	1.0	1.0	2.0	1.0	2.0	1.0	4.0	1.0	1.0	0.0	0.0	0.0	2.0	1.0	1.0	1.0	0.0	0.0	NaN	NaN	NaN	76.85	76.85	84.52	84.52	63.46	63.46	70.45	70.45	25.0	25.0
62659	Zimbabwe	ZWE	NaN	NaN	20200916	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	76.85	NaN	84.52	NaN	63.46	NaN	70.45	NaN	25.0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows